Engineering Analytics platforms ingest telemetry from SCM, issue trackers, CI/CD, code review, and incident systems to measure engineering productivity, delivery flow, and operational health at the team and organization level. Core capabilities include DORA metrics calculation (deployment frequency, lead time for changes, change failure rate, MTTR), cycle-time and PR-flow analysis, investment allocation breakdown (product work vs. tech debt vs. operational load), team-health and developer-experience surveys, and benchmarking against industry baselines. The category includes two adjacent motions — eng-leader dashboards (LinearB, Jellyfish, Haystack) and developer-experience platforms (DX, Swarmia) — that increasingly converge.